Matrix Recipes for Hard Thresholding Methods

Convergence of Fixed-Point Continuation Algorithms for Matrix Rank Minimization

(2011) Donald Goldfarb et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Hard Thresholding Pursuit: An Algorithm for Compressive Sensing

(2011) Simon Foucart   SIAM JOURNAL ON NUMERICAL ANALYSIS

Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions

(2011) N. Halko et al.   SIAM REVIEW

Accelerated iterative hard thresholding

(2011) Thomas Blumensath   SIGNAL PROCESSING

Normalized Iterative Hard Thresholding: Guaranteed Stability and Performance

(2010) T. Blumensath et al.   IEEE Journal of Selected Topics in Signal Processing

Matrix Completion From a Few Entries

(2010) Raghunandan H. Keshavan et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

ADMiRA: Atomic Decomposition for Minimum Rank Approximation

(2010) Kiryung Lee et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Low-Dimensional Models for Dimensionality Reduction and Signal Recovery: A Geometric Perspective

(2010) Richard G Baraniuk et al.   PROCEEDINGS OF THE IEEE

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

(2010) Benjamin Recht et al.   SIAM REVIEW

Iterative hard thresholding for compressed sensing

(2009) Thomas Blumensath et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Subspace Pursuit for Compressive Sensing Signal Reconstruction

(2009) Wei Dai et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Interior-Point Method for Nuclear Norm Approximation with Application to System Identification

(2009) Zhang Liu et al.   SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

(2008) D. Needell et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Compressed sensing and best $k$-term approximation

(2008) Albert Cohen et al.   JOURNAL OF THE AMERICAN MATHEMATICAL SOCIETY